pipeline-stage

Scaffold a new transform stage in the data pipeline — create the transformation script, schema contract, idempotency logic, and tests. Use when adding a new dbt model or pandas transform, when a new business metric needs a dedicated stage, or when asked to "add a {name} stage to the pipeline".